含多个代理变量的回归解释

Interpretation of Regressions with Multiple Proxies

Review of Economics and Statistics · 2006
被引 163
人大 AFT50ABS 4

中文导读

提出一种在回归中同时纳入多个代理变量的估计方法,相比常用的汇总指标法能更有效减少衰减偏差,并用美国和印度的实证数据展示了其优势。

Abstract

Multiple proxy variables are typically available for an unobserved explanatory variable in a regression. We provide a procedure by which the coefficient of interest can be estimated from a regression in which all the proxies are included simultaneously. This estimator is superior in large samples to the common practice of creating a summary measure of the proxy variables. We examine the relationship between parents' income and children's reading test scores in the United States, and between parents' assets and children's school enrollment in India, and demonstrate that the reduction in attenuation bias from a better use of proxy variables can be significant. Copyright by the President and Fellows of Harvard College and the Massachusetts Institute of Technology.

多重代理变量衰减偏误回归估计代理变量汇总